{"id":"W2090652060","doi":"10.1002/btpr.17","title":"Simpler noninstrumented batch and semicontinuous cultures provide mammalian cell kinetic data comparable to continuous and perfusion cultures","year":2008,"lang":"en","type":"article","venue":"Biotechnology Progress","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Perfusion; Chemistry; Microbiology; Biology; Medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003789132,0.0005957683,0.0005912047,0.0002177603,0.0002247101,0.000623736,0.0005335247,0.0003616116,0.001716794],"category_scores_gemma":[0.0004165548,0.0002209849,0.000437467,0.0003273536,0.0002004327,0.0003962138,0.0002936152,0.0008707494,0.0007899984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003861937,"about_ca_system_score_gemma":0.0004129984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00121734,"about_ca_topic_score_gemma":0.003106884,"domain_scores_codex":[0.9997467,0.00002452892,0.00003129581,0.00008922255,0.00008879439,0.00001937652],"domain_scores_gemma":[0.9995239,0.000156287,0.00007985147,0.000106523,0.00008983629,0.00004366991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001067789,0.00004830098,0.0006207249,0.00004591863,0.000005509344,0.00003006513,0.00002202853,0.0003133551,0.9935314,0.0001041389,0.00009334154,0.005078402],"study_design_scores_gemma":[0.00001415308,0.000341642,0.009824311,0.00001131221,0.00002431278,0.0001649727,0.00002718222,0.003824305,0.9829968,0.000111813,0.002641757,0.00001735089],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8915361,0.001302022,0.09640002,0.0001178952,0.00008163454,0.0002348651,0.004007233,0.0007732339,0.005547029],"genre_scores_gemma":[0.8233731,0.001601692,0.1533967,0.0001105964,0.00003708848,0.0005300617,0.009783673,0.0004106787,0.01075632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001716794,"threshold_uncertainty_score":0.005743265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01279240147311362,"score_gpt":0.2711856530181737,"score_spread":0.25839325154506,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}